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Saved Model with Lower Loss
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Train: Epoch [17/100], Step [400/474], Loss: 2.3340, Accuray: 0.4609375, Time:14102.086283683777
Test: Epoch [17/100], Loss: 1.5486, Accuray Top5: 84.176%, Time:14346.378109931946
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Test: Epoch [18/100], Loss: 1.5660, Accuray Top5: 83.886%, Time:15034.784904956818
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Train: Epoch [19/100], Step [300/474], Loss: 2.2422, Accuray: 0.46875, Time:15367.569503068924
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Train: Epoch [20/100], Step [200/474], Loss: 2.1381, Accuray: 0.5, Time:15943.420501947403
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Train: Epoch [20/100], Step [400/474], Loss: 2.4338, Accuray: 0.4296875, Time:16164.954780101776
Test: Epoch [20/100], Loss: 1.5451, Accuray Top5: 83.937%, Time:16408.742777585983
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Train: Epoch [21/100], Step [300/474], Loss: 1.9652, Accuray: 0.53125, Time:16741.47596001625
Train: Epoch [21/100], Step [400/474], Loss: 2.1397, Accuray: 0.5, Time:16852.434773683548
Test: Epoch [21/100], Loss: 1.5331, Accuray Top5: 84.333%, Time:17095.99574136734
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Train: Epoch [22/100], Step [300/474], Loss: 2.3170, Accuray: 0.4375, Time:17429.043103933334
Train: Epoch [22/100], Step [400/474], Loss: 2.0797, Accuray: 0.4296875, Time:17539.573291301727
Test: Epoch [22/100], Loss: 1.5391, Accuray Top5: 84.238%, Time:17783.22416114807
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Train: Epoch [23/100], Step [400/474], Loss: 2.0449, Accuray: 0.53125, Time:18226.089134454727
Test: Epoch [23/100], Loss: 1.5329, Accuray Top5: 84.368%, Time:18470.101070404053
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Train: Epoch [24/100], Step [300/474], Loss: 1.9764, Accuray: 0.484375, Time:18803.01273417473
Train: Epoch [24/100], Step [400/474], Loss: 2.2789, Accuray: 0.4765625, Time:18913.722131490707
Test: Epoch [24/100], Loss: 1.5564, Accuray Top5: 84.080%, Time:19157.176887750626
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Train: Epoch [25/100], Step [300/474], Loss: 2.5285, Accuray: 0.40625, Time:19489.651166677475
Train: Epoch [25/100], Step [400/474], Loss: 1.9518, Accuray: 0.5, Time:19601.355087041855
Test: Epoch [25/100], Loss: 1.5450, Accuray Top5: 84.321%, Time:19846.10639333725
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Train: Epoch [26/100], Step [400/474], Loss: 2.0984, Accuray: 0.453125, Time:20291.650700092316
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Train: Epoch [30/100], Step [400/474], Loss: 2.1080, Accuray: 0.4609375, Time:23048.34866976738
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Train: Epoch [39/100], Step [200/474], Loss: 2.3335, Accuray: 0.4375, Time:29119.850224256516
Train: Epoch [39/100], Step [300/474], Loss: 2.4323, Accuray: 0.40625, Time:29238.8295712471
Train: Epoch [39/100], Step [400/474], Loss: 2.4174, Accuray: 0.375, Time:29356.88758611679
Test: Epoch [39/100], Loss: 1.5466, Accuray Top5: 84.307%, Time:29616.49042081833
Train: Epoch [40/100], Step [100/474], Loss: 2.3523, Accuray: 0.4765625, Time:29733.335287809372
Train: Epoch [40/100], Step [200/474], Loss: 1.9521, Accuray: 0.53125, Time:29848.724090576172
Train: Epoch [40/100], Step [300/474], Loss: 2.1131, Accuray: 0.4765625, Time:29964.36598777771
Train: Epoch [40/100], Step [400/474], Loss: 2.2765, Accuray: 0.453125, Time:30080.798176050186
Test: Epoch [40/100], Loss: 1.5532, Accuray Top5: 84.116%, Time:30334.630036354065
Train: Epoch [41/100], Step [100/474], Loss: 2.4898, Accuray: 0.3203125, Time:30449.711794376373
Train: Epoch [41/100], Step [200/474], Loss: 1.9881, Accuray: 0.46875, Time:30564.315952301025
Train: Epoch [41/100], Step [300/474], Loss: 1.9682, Accuray: 0.484375, Time:30679.08065223694
Train: Epoch [41/100], Step [400/474], Loss: 2.3099, Accuray: 0.4921875, Time:30792.885321617126
Test: Epoch [41/100], Loss: 1.5666, Accuray Top5: 83.609%, Time:31043.38093304634
Train: Epoch [42/100], Step [100/474], Loss: 2.2314, Accuray: 0.4296875, Time:31158.374940395355
Train: Epoch [42/100], Step [200/474], Loss: 2.1410, Accuray: 0.4609375, Time:31272.595238685608
Train: Epoch [42/100], Step [300/474], Loss: 2.3300, Accuray: 0.421875, Time:31386.85727763176
Train: Epoch [42/100], Step [400/474], Loss: 2.1792, Accuray: 0.453125, Time:31501.411850214005
Test: Epoch [42/100], Loss: 1.5510, Accuray Top5: 84.359%, Time:31751.214235067368
Train: Epoch [43/100], Step [100/474], Loss: 2.0016, Accuray: 0.4921875, Time:31864.022988796234
Train: Epoch [43/100], Step [200/474], Loss: 2.1345, Accuray: 0.4296875, Time:31978.165506839752
Train: Epoch [43/100], Step [300/474], Loss: 2.2551, Accuray: 0.4453125, Time:32092.378796339035
Train: Epoch [43/100], Step [400/474], Loss: 2.1879, Accuray: 0.4375, Time:32206.427614688873
Test: Epoch [43/100], Loss: 1.5399, Accuray Top5: 84.415%, Time:32456.889922380447
Train: Epoch [44/100], Step [100/474], Loss: 2.1610, Accuray: 0.4375, Time:32570.580847024918
Train: Epoch [44/100], Step [200/474], Loss: 2.0806, Accuray: 0.484375, Time:32684.435611963272
Train: Epoch [44/100], Step [300/474], Loss: 1.9289, Accuray: 0.53125, Time:32797.45775747299
Train: Epoch [44/100], Step [400/474], Loss: 2.4251, Accuray: 0.390625, Time:32910.9806497097
Test: Epoch [44/100], Loss: 1.5346, Accuray Top5: 84.472%, Time:33160.99443936348
Train: Epoch [45/100], Step [100/474], Loss: 2.2175, Accuray: 0.453125, Time:33275.490369558334
Train: Epoch [45/100], Step [200/474], Loss: 2.3796, Accuray: 0.4296875, Time:33389.710555553436
Train: Epoch [45/100], Step [300/474], Loss: 1.8571, Accuray: 0.5078125, Time:33504.619673490524
Train: Epoch [45/100], Step [400/474], Loss: 1.7517, Accuray: 0.6015625, Time:33618.823279857635
Test: Epoch [45/100], Loss: 1.5343, Accuray Top5: 84.372%, Time:33867.73762845993
Train: Epoch [46/100], Step [100/474], Loss: 2.1482, Accuray: 0.4921875, Time:33981.04414391518
Train: Epoch [46/100], Step [200/474], Loss: 1.9877, Accuray: 0.515625, Time:34095.123354911804
Train: Epoch [46/100], Step [300/474], Loss: 2.0480, Accuray: 0.4375, Time:34208.27761888504
Train: Epoch [46/100], Step [400/474], Loss: 2.2761, Accuray: 0.40625, Time:34322.28577566147
Test: Epoch [46/100], Loss: 1.5385, Accuray Top5: 84.435%, Time:34574.066950559616
Train: Epoch [47/100], Step [100/474], Loss: 2.1828, Accuray: 0.4609375, Time:34688.40827989578
Train: Epoch [47/100], Step [200/474], Loss: 1.9520, Accuray: 0.5078125, Time:34803.318652153015
Train: Epoch [47/100], Step [300/474], Loss: 1.9787, Accuray: 0.453125, Time:34918.12555217743
Train: Epoch [47/100], Step [400/474], Loss: 1.9072, Accuray: 0.5078125, Time:35033.80590939522
Test: Epoch [47/100], Loss: 1.5655, Accuray Top5: 83.664%, Time:35287.414496421814
Train: Epoch [48/100], Step [100/474], Loss: 1.9536, Accuray: 0.5234375, Time:35402.93133687973
Train: Epoch [48/100], Step [200/474], Loss: 2.0993, Accuray: 0.4921875, Time:35518.73789668083
Train: Epoch [48/100], Step [300/474], Loss: 2.0402, Accuray: 0.4765625, Time:35633.65640282631
Train: Epoch [48/100], Step [400/474], Loss: 2.0565, Accuray: 0.53125, Time:35748.369837999344
Test: Epoch [48/100], Loss: 1.5415, Accuray Top5: 84.082%, Time:35999.63584804535
Train: Epoch [49/100], Step [100/474], Loss: 2.3205, Accuray: 0.421875, Time:36114.00064969063
Train: Epoch [49/100], Step [200/474], Loss: 2.2260, Accuray: 0.4921875, Time:36227.527983665466
Train: Epoch [49/100], Step [300/474], Loss: 1.8481, Accuray: 0.4609375, Time:36341.87572264671
Train: Epoch [49/100], Step [400/474], Loss: 2.1020, Accuray: 0.5, Time:36455.69117617607
Test: Epoch [49/100], Loss: 1.5334, Accuray Top5: 84.410%, Time:36706.66602039337
Train: Epoch [50/100], Step [100/474], Loss: 2.0720, Accuray: 0.46875, Time:36820.874403715134
Train: Epoch [50/100], Step [200/474], Loss: 2.2533, Accuray: 0.4140625, Time:36935.11421585083
Train: Epoch [50/100], Step [300/474], Loss: 1.9914, Accuray: 0.5078125, Time:37049.039452552795
Train: Epoch [50/100], Step [400/474], Loss: 2.0946, Accuray: 0.4765625, Time:37162.91595983505
Test: Epoch [50/100], Loss: 1.5400, Accuray Top5: 84.043%, Time:37414.823845624924
Train: Epoch [51/100], Step [100/474], Loss: 2.3877, Accuray: 0.4296875, Time:37529.90231227875
Train: Epoch [51/100], Step [200/474], Loss: 2.0379, Accuray: 0.53125, Time:37645.16791343689
Train: Epoch [51/100], Step [300/474], Loss: 2.2449, Accuray: 0.4375, Time:37761.348773002625
Train: Epoch [51/100], Step [400/474], Loss: 1.9806, Accuray: 0.515625, Time:37876.62848567963
Test: Epoch [51/100], Loss: 1.5259, Accuray Top5: 84.649%, Time:38128.81600356102
Train: Epoch [52/100], Step [100/474], Loss: 1.7295, Accuray: 0.484375, Time:38242.855019807816
Train: Epoch [52/100], Step [200/474], Loss: 2.1298, Accuray: 0.4921875, Time:38357.95206952095
Train: Epoch [52/100], Step [300/474], Loss: 2.1786, Accuray: 0.4765625, Time:38473.3715338707
Train: Epoch [52/100], Step [400/474], Loss: 2.3489, Accuray: 0.4296875, Time:38588.940123558044
Test: Epoch [52/100], Loss: 1.5494, Accuray Top5: 84.045%, Time:38840.14168405533
Train: Epoch [53/100], Step [100/474], Loss: 2.3097, Accuray: 0.390625, Time:38954.5298409462
Train: Epoch [53/100], Step [200/474], Loss: 2.5303, Accuray: 0.3671875, Time:39070.029703617096
Train: Epoch [53/100], Step [300/474], Loss: 1.8860, Accuray: 0.546875, Time:39183.864750146866
Train: Epoch [53/100], Step [400/474], Loss: 1.7989, Accuray: 0.546875, Time:39297.84558534622
Test: Epoch [53/100], Loss: 1.5322, Accuray Top5: 84.330%, Time:39551.43840551376
Train: Epoch [54/100], Step [100/474], Loss: 2.0986, Accuray: 0.484375, Time:39665.883420705795
Train: Epoch [54/100], Step [200/474], Loss: 2.1708, Accuray: 0.5, Time:39780.12433099747
Train: Epoch [54/100], Step [300/474], Loss: 2.1799, Accuray: 0.453125, Time:39893.98636460304
Train: Epoch [54/100], Step [400/474], Loss: 2.0468, Accuray: 0.4921875, Time:40007.118894815445
Test: Epoch [54/100], Loss: 1.5282, Accuray Top5: 84.563%, Time:40256.62089705467
Train: Epoch [55/100], Step [100/474], Loss: 2.0626, Accuray: 0.484375, Time:40369.76272249222
Train: Epoch [55/100], Step [200/474], Loss: 2.1050, Accuray: 0.453125, Time:40482.58551669121
Train: Epoch [55/100], Step [300/474], Loss: 2.2253, Accuray: 0.4375, Time:40595.61470580101
Train: Epoch [55/100], Step [400/474], Loss: 2.0323, Accuray: 0.53125, Time:40708.55739068985
Test: Epoch [55/100], Loss: 1.5423, Accuray Top5: 84.240%, Time:40958.06192588806
Train: Epoch [56/100], Step [100/474], Loss: 1.9444, Accuray: 0.515625, Time:41071.23809957504
Train: Epoch [56/100], Step [200/474], Loss: 2.0499, Accuray: 0.4765625, Time:41183.5567278862
Train: Epoch [56/100], Step [300/474], Loss: 2.2172, Accuray: 0.4453125, Time:41295.99663901329
Train: Epoch [56/100], Step [400/474], Loss: 2.0745, Accuray: 0.4765625, Time:41410.600090026855
Test: Epoch [56/100], Loss: 1.5476, Accuray Top5: 84.182%, Time:41662.54051399231
Train: Epoch [57/100], Step [100/474], Loss: 2.3316, Accuray: 0.453125, Time:41776.44248461723
Train: Epoch [57/100], Step [200/474], Loss: 2.2316, Accuray: 0.421875, Time:41891.40840435028
Train: Epoch [57/100], Step [300/474], Loss: 2.3004, Accuray: 0.4140625, Time:42005.20432925224
Train: Epoch [57/100], Step [400/474], Loss: 2.1374, Accuray: 0.4296875, Time:42119.23950123787
Test: Epoch [57/100], Loss: 1.5640, Accuray Top5: 83.884%, Time:42368.51714372635
Train: Epoch [58/100], Step [100/474], Loss: 2.0827, Accuray: 0.5, Time:42482.13016915321
Train: Epoch [58/100], Step [200/474], Loss: 1.6301, Accuray: 0.53125, Time:42594.71694135666
Train: Epoch [58/100], Step [300/474], Loss: 2.1659, Accuray: 0.453125, Time:42707.17266654968
Train: Epoch [58/100], Step [400/474], Loss: 2.0307, Accuray: 0.4609375, Time:42819.64830136299
Test: Epoch [58/100], Loss: 1.5508, Accuray Top5: 84.062%, Time:43066.29175853729
Train: Epoch [59/100], Step [100/474], Loss: 1.9108, Accuray: 0.4765625, Time:43178.252930641174
Train: Epoch [59/100], Step [200/474], Loss: 2.2662, Accuray: 0.515625, Time:43289.81544017792
Train: Epoch [59/100], Step [300/474], Loss: 2.1131, Accuray: 0.5, Time:43402.18579125404
Train: Epoch [59/100], Step [400/474], Loss: 2.1706, Accuray: 0.4375, Time:43514.14139533043
Test: Epoch [59/100], Loss: 1.5648, Accuray Top5: 84.095%, Time:43760.37333369255
Train: Epoch [60/100], Step [100/474], Loss: 1.8111, Accuray: 0.5078125, Time:43872.352595090866
Train: Epoch [60/100], Step [200/474], Loss: 2.1489, Accuray: 0.453125, Time:43984.14572381973
Train: Epoch [60/100], Step [300/474], Loss: 2.2144, Accuray: 0.46875, Time:44095.73403739929
Train: Epoch [60/100], Step [400/474], Loss: 2.2364, Accuray: 0.4375, Time:44207.235766887665
Test: Epoch [60/100], Loss: 1.5248, Accuray Top5: 84.343%, Time:44453.138202667236
Train: Epoch [61/100], Step [100/474], Loss: 1.9432, Accuray: 0.4921875, Time:44564.61178255081
Train: Epoch [61/100], Step [200/474], Loss: 2.1834, Accuray: 0.484375, Time:44676.35194897652
Train: Epoch [61/100], Step [300/474], Loss: 1.9878, Accuray: 0.4765625, Time:44788.10416054726
Train: Epoch [61/100], Step [400/474], Loss: 2.0846, Accuray: 0.4453125, Time:44899.30825686455
Test: Epoch [61/100], Loss: 1.5594, Accuray Top5: 84.005%, Time:45144.90060591698
Train: Epoch [62/100], Step [100/474], Loss: 2.2873, Accuray: 0.453125, Time:45256.52103638649
Train: Epoch [62/100], Step [200/474], Loss: 2.1074, Accuray: 0.4609375, Time:45368.388887643814
Train: Epoch [62/100], Step [300/474], Loss: 1.8510, Accuray: 0.5546875, Time:45480.800854444504
Train: Epoch [62/100], Step [400/474], Loss: 2.1365, Accuray: 0.5234375, Time:45594.508204460144
Test: Epoch [62/100], Loss: 1.5378, Accuray Top5: 84.452%, Time:45844.94276881218
Train: Epoch [63/100], Step [100/474], Loss: 1.8966, Accuray: 0.546875, Time:45958.4521689415
Train: Epoch [63/100], Step [200/474], Loss: 2.2175, Accuray: 0.4375, Time:46071.47798037529
Train: Epoch [63/100], Step [300/474], Loss: 2.0436, Accuray: 0.4921875, Time:46183.69752240181
Train: Epoch [63/100], Step [400/474], Loss: 2.0490, Accuray: 0.5078125, Time:46295.88715958595
Test: Epoch [63/100], Loss: 1.5524, Accuray Top5: 84.251%, Time:46543.02051949501
Train: Epoch [64/100], Step [100/474], Loss: 2.3071, Accuray: 0.4375, Time:46655.096057891846
Train: Epoch [64/100], Step [200/474], Loss: 1.6621, Accuray: 0.5859375, Time:46767.177260160446
Train: Epoch [64/100], Step [300/474], Loss: 1.9458, Accuray: 0.5, Time:46879.111087560654
Train: Epoch [64/100], Step [400/474], Loss: 1.8946, Accuray: 0.5390625, Time:46990.37363100052
Test: Epoch [64/100], Loss: 1.5523, Accuray Top5: 84.035%, Time:47235.83550477028
Train: Epoch [65/100], Step [100/474], Loss: 2.1790, Accuray: 0.4765625, Time:47347.68172240257
Train: Epoch [65/100], Step [200/474], Loss: 2.4606, Accuray: 0.421875, Time:47459.36817193031
Train: Epoch [65/100], Step [300/474], Loss: 1.9845, Accuray: 0.484375, Time:47570.688000917435
Train: Epoch [65/100], Step [400/474], Loss: 1.9866, Accuray: 0.4453125, Time:47681.88188791275
Test: Epoch [65/100], Loss: 1.5291, Accuray Top5: 84.384%, Time:47926.691094875336
Train: Epoch [66/100], Step [100/474], Loss: 2.0369, Accuray: 0.484375, Time:48038.11135721207
Train: Epoch [66/100], Step [200/474], Loss: 2.1730, Accuray: 0.453125, Time:48150.30791640282
Train: Epoch [66/100], Step [300/474], Loss: 2.1540, Accuray: 0.4375, Time:48262.11685466766
Train: Epoch [66/100], Step [400/474], Loss: 2.1736, Accuray: 0.46875, Time:48374.55590677261
Test: Epoch [66/100], Loss: 1.5401, Accuray Top5: 84.132%, Time:48621.02256011963
Train: Epoch [67/100], Step [100/474], Loss: 1.8159, Accuray: 0.53125, Time:48732.90672373772
Train: Epoch [67/100], Step [200/474], Loss: 2.1073, Accuray: 0.4609375, Time:48844.287920475006
Train: Epoch [67/100], Step [300/474], Loss: 2.1869, Accuray: 0.453125, Time:48955.31909823418
Train: Epoch [67/100], Step [400/474], Loss: 2.0191, Accuray: 0.5703125, Time:49067.65460014343
Test: Epoch [67/100], Loss: 1.5198, Accuray Top5: 84.503%, Time:49314.11908745766
Train: Epoch [68/100], Step [100/474], Loss: 1.8585, Accuray: 0.515625, Time:49426.255719423294
Train: Epoch [68/100], Step [200/474], Loss: 2.2713, Accuray: 0.421875, Time:49539.114632606506
Train: Epoch [68/100], Step [300/474], Loss: 2.1385, Accuray: 0.484375, Time:49651.13024902344
Train: Epoch [68/100], Step [400/474], Loss: 2.2477, Accuray: 0.390625, Time:49762.985454559326
Test: Epoch [68/100], Loss: 1.5655, Accuray Top5: 84.116%, Time:50008.533529281616
Train: Epoch [69/100], Step [100/474], Loss: 1.9998, Accuray: 0.515625, Time:50119.77994513512
Train: Epoch [69/100], Step [200/474], Loss: 1.9977, Accuray: 0.4609375, Time:50231.047981739044
Train: Epoch [69/100], Step [300/474], Loss: 2.2343, Accuray: 0.40625, Time:50342.44116973877
Train: Epoch [69/100], Step [400/474], Loss: 1.8331, Accuray: 0.5625, Time:50453.70248103142
Test: Epoch [69/100], Loss: 1.5505, Accuray Top5: 83.973%, Time:50698.47202324867
Train: Epoch [70/100], Step [100/474], Loss: 1.8164, Accuray: 0.546875, Time:50808.34102725983
Train: Epoch [70/100], Step [200/474], Loss: 1.8985, Accuray: 0.515625, Time:50918.771512031555
Train: Epoch [70/100], Step [300/474], Loss: 2.0207, Accuray: 0.484375, Time:51029.751608371735
Train: Epoch [70/100], Step [400/474], Loss: 2.2550, Accuray: 0.4453125, Time:51140.463757276535
Test: Epoch [70/100], Loss: 1.5715, Accuray Top5: 84.159%, Time:51385.83610677719
Train: Epoch [71/100], Step [100/474], Loss: 1.9160, Accuray: 0.5234375, Time:51499.17638707161
Train: Epoch [71/100], Step [200/474], Loss: 2.1947, Accuray: 0.4296875, Time:51613.492225170135
Train: Epoch [71/100], Step [300/474], Loss: 1.8339, Accuray: 0.5, Time:51727.089869976044
Train: Epoch [71/100], Step [400/474], Loss: 1.9813, Accuray: 0.5078125, Time:51841.53798985481
Test: Epoch [71/100], Loss: 1.5405, Accuray Top5: 84.220%, Time:52092.5635406971
Train: Epoch [72/100], Step [100/474], Loss: 2.3046, Accuray: 0.4609375, Time:52206.706082582474
Train: Epoch [72/100], Step [200/474], Loss: 2.0942, Accuray: 0.4453125, Time:52320.281158447266
Train: Epoch [72/100], Step [300/474], Loss: 1.9534, Accuray: 0.5390625, Time:52434.623876810074
Train: Epoch [72/100], Step [400/474], Loss: 1.9673, Accuray: 0.5078125, Time:52548.488792181015
Test: Epoch [72/100], Loss: 1.5547, Accuray Top5: 84.137%, Time:52799.366473436356
Train: Epoch [73/100], Step [100/474], Loss: 2.3106, Accuray: 0.453125, Time:52913.853283405304
Train: Epoch [73/100], Step [200/474], Loss: 1.8542, Accuray: 0.53125, Time:53027.6520447731
Train: Epoch [73/100], Step [300/474], Loss: 1.8605, Accuray: 0.5625, Time:53140.62022805214
Train: Epoch [73/100], Step [400/474], Loss: 2.0485, Accuray: 0.453125, Time:53253.18365955353
Test: Epoch [73/100], Loss: 1.5507, Accuray Top5: 84.264%, Time:53500.62557601929
Train: Epoch [74/100], Step [100/474], Loss: 2.0771, Accuray: 0.453125, Time:53612.96114873886
Train: Epoch [74/100], Step [200/474], Loss: 2.0293, Accuray: 0.484375, Time:53724.94324040413
Train: Epoch [74/100], Step [300/474], Loss: 2.0406, Accuray: 0.515625, Time:53836.54557442665
Train: Epoch [74/100], Step [400/474], Loss: 2.1807, Accuray: 0.3984375, Time:53948.06725716591
Test: Epoch [74/100], Loss: 1.5486, Accuray Top5: 84.140%, Time:54194.004207611084
Train: Epoch [75/100], Step [100/474], Loss: 2.0168, Accuray: 0.4921875, Time:54306.03158545494
Train: Epoch [75/100], Step [200/474], Loss: 2.4516, Accuray: 0.4296875, Time:54417.792036771774
Train: Epoch [75/100], Step [300/474], Loss: 2.0674, Accuray: 0.5, Time:54529.62415385246
Train: Epoch [75/100], Step [400/474], Loss: 1.9844, Accuray: 0.4921875, Time:54641.66813611984
Test: Epoch [75/100], Loss: 1.5296, Accuray Top5: 84.502%, Time:54887.579416036606
Train: Epoch [76/100], Step [100/474], Loss: 2.0894, Accuray: 0.4375, Time:55000.283561468124
Train: Epoch [76/100], Step [200/474], Loss: 2.2070, Accuray: 0.4296875, Time:55112.254207372665
Train: Epoch [76/100], Step [300/474], Loss: 1.8674, Accuray: 0.5078125, Time:55224.51421427727
Train: Epoch [76/100], Step [400/474], Loss: 1.9781, Accuray: 0.4765625, Time:55336.07882499695
Test: Epoch [76/100], Loss: 1.5434, Accuray Top5: 84.275%, Time:55582.24361753464
Train: Epoch [77/100], Step [100/474], Loss: 2.1344, Accuray: 0.4375, Time:55693.74483537674
Train: Epoch [77/100], Step [200/474], Loss: 2.2581, Accuray: 0.4140625, Time:55805.75948548317
Train: Epoch [77/100], Step [300/474], Loss: 1.9317, Accuray: 0.515625, Time:55918.08954501152
Train: Epoch [77/100], Step [400/474], Loss: 1.8889, Accuray: 0.4765625, Time:56030.052839279175
Test: Epoch [77/100], Loss: 1.5576, Accuray Top5: 84.097%, Time:56276.117950201035
Train: Epoch [78/100], Step [100/474], Loss: 2.1644, Accuray: 0.4609375, Time:56387.829013347626
Train: Epoch [78/100], Step [200/474], Loss: 2.1859, Accuray: 0.4453125, Time:56499.81430745125
Train: Epoch [78/100], Step [300/474], Loss: 2.3854, Accuray: 0.421875, Time:56611.83060145378
Train: Epoch [78/100], Step [400/474], Loss: 1.8199, Accuray: 0.53125, Time:56722.9287238121
Test: Epoch [78/100], Loss: 1.5479, Accuray Top5: 84.133%, Time:56968.06892371178
Train: Epoch [79/100], Step [100/474], Loss: 2.1259, Accuray: 0.46875, Time:57080.05714774132
Train: Epoch [79/100], Step [200/474], Loss: 2.1891, Accuray: 0.484375, Time:57192.180884838104
Train: Epoch [79/100], Step [300/474], Loss: 1.8937, Accuray: 0.5234375, Time:57304.68445253372
Train: Epoch [79/100], Step [400/474], Loss: 2.2564, Accuray: 0.46875, Time:57417.722873687744
Test: Epoch [79/100], Loss: 1.5360, Accuray Top5: 84.281%, Time:57666.440616607666
Train: Epoch [80/100], Step [100/474], Loss: 2.0042, Accuray: 0.5546875, Time:57779.87931370735
Train: Epoch [80/100], Step [200/474], Loss: 2.0343, Accuray: 0.484375, Time:57893.591576099396
Train: Epoch [80/100], Step [300/474], Loss: 2.1983, Accuray: 0.4296875, Time:58008.28239274025
Train: Epoch [80/100], Step [400/474], Loss: 2.0936, Accuray: 0.5, Time:58124.15678524971
Test: Epoch [80/100], Loss: 1.5497, Accuray Top5: 84.232%, Time:58379.62798333168
Train: Epoch [81/100], Step [100/474], Loss: 1.9480, Accuray: 0.453125, Time:58495.752026081085
Train: Epoch [81/100], Step [200/474], Loss: 2.1009, Accuray: 0.4609375, Time:58613.162445783615
Train: Epoch [81/100], Step [300/474], Loss: 2.0837, Accuray: 0.484375, Time:58731.52855038643
Train: Epoch [81/100], Step [400/474], Loss: 1.9822, Accuray: 0.46875, Time:58848.731373786926
Test: Epoch [81/100], Loss: 1.5650, Accuray Top5: 84.202%, Time:59104.69765043259
Train: Epoch [82/100], Step [100/474], Loss: 2.2171, Accuray: 0.484375, Time:59220.81744599342
Train: Epoch [82/100], Step [200/474], Loss: 1.9691, Accuray: 0.5078125, Time:59336.70530843735
Train: Epoch [82/100], Step [300/474], Loss: 2.4214, Accuray: 0.4140625, Time:59451.891515254974
Train: Epoch [82/100], Step [400/474], Loss: 2.0857, Accuray: 0.484375, Time:59566.21063184738
Test: Epoch [82/100], Loss: 1.5585, Accuray Top5: 84.110%, Time:59815.164843797684
Train: Epoch [83/100], Step [100/474], Loss: 1.7989, Accuray: 0.546875, Time:59927.82256221771
Train: Epoch [83/100], Step [200/474], Loss: 1.9196, Accuray: 0.484375, Time:60040.06000113487
Train: Epoch [83/100], Step [300/474], Loss: 2.0167, Accuray: 0.5234375, Time:60152.74048805237
Train: Epoch [83/100], Step [400/474], Loss: 2.1545, Accuray: 0.4921875, Time:60265.230528116226
Test: Epoch [83/100], Loss: 1.5482, Accuray Top5: 84.427%, Time:60512.97051167488
Train: Epoch [84/100], Step [100/474], Loss: 2.0041, Accuray: 0.5234375, Time:60625.46621823311
Train: Epoch [84/100], Step [200/474], Loss: 2.1904, Accuray: 0.4609375, Time:60737.93963456154
Train: Epoch [84/100], Step [300/474], Loss: 2.2547, Accuray: 0.453125, Time:60850.131779670715
Train: Epoch [84/100], Step [400/474], Loss: 2.2696, Accuray: 0.453125, Time:60962.508825302124
Test: Epoch [84/100], Loss: 1.5396, Accuray Top5: 84.098%, Time:61210.46241211891
Train: Epoch [85/100], Step [100/474], Loss: 1.9357, Accuray: 0.5546875, Time:61324.003653526306
Train: Epoch [85/100], Step [200/474], Loss: 2.2011, Accuray: 0.4765625, Time:61437.44630026817
Train: Epoch [85/100], Step [300/474], Loss: 2.2191, Accuray: 0.4609375, Time:61550.38420367241
Train: Epoch [85/100], Step [400/474], Loss: 2.1403, Accuray: 0.4453125, Time:61663.61207175255
Test: Epoch [85/100], Loss: 1.5373, Accuray Top5: 84.195%, Time:61913.465322732925
Train: Epoch [86/100], Step [100/474], Loss: 1.9389, Accuray: 0.578125, Time:62027.18660616875
Train: Epoch [86/100], Step [200/474], Loss: 2.0323, Accuray: 0.5, Time:62140.6527569294
Train: Epoch [86/100], Step [300/474], Loss: 2.1003, Accuray: 0.5, Time:62254.17345380783
Train: Epoch [86/100], Step [400/474], Loss: 1.9707, Accuray: 0.53125, Time:62367.397153139114
Test: Epoch [86/100], Loss: 1.5417, Accuray Top5: 84.575%, Time:62614.91524744034
Train: Epoch [87/100], Step [100/474], Loss: 1.7820, Accuray: 0.59375, Time:62727.759536743164
Train: Epoch [87/100], Step [200/474], Loss: 2.1683, Accuray: 0.484375, Time:62840.893815755844
Train: Epoch [87/100], Step [300/474], Loss: 1.9548, Accuray: 0.484375, Time:62953.91754460335
Train: Epoch [87/100], Step [400/474], Loss: 2.1195, Accuray: 0.484375, Time:63067.558069229126
Test: Epoch [87/100], Loss: 1.5645, Accuray Top5: 84.233%, Time:63321.3933596611
Train: Epoch [88/100], Step [100/474], Loss: 1.9120, Accuray: 0.46875, Time:63442.00905132294
Train: Epoch [88/100], Step [200/474], Loss: 2.1395, Accuray: 0.453125, Time:63562.0526702404
Train: Epoch [88/100], Step [300/474], Loss: 1.8541, Accuray: 0.5, Time:63682.18285536766
Train: Epoch [88/100], Step [400/474], Loss: 2.0166, Accuray: 0.484375, Time:63801.21332883835
Test: Epoch [88/100], Loss: 1.5445, Accuray Top5: 84.182%, Time:64061.488812208176
Train: Epoch [89/100], Step [100/474], Loss: 2.0394, Accuray: 0.5078125, Time:64181.12900972366
Train: Epoch [89/100], Step [200/474], Loss: 2.0278, Accuray: 0.453125, Time:64300.95904326439
Train: Epoch [89/100], Step [300/474], Loss: 2.0570, Accuray: 0.4765625, Time:64419.808411598206
Train: Epoch [89/100], Step [400/474], Loss: 1.9011, Accuray: 0.5390625, Time:64538.60167360306
Test: Epoch [89/100], Loss: 1.5287, Accuray Top5: 84.706%, Time:64799.82236909866
Train: Epoch [90/100], Step [100/474], Loss: 1.8845, Accuray: 0.5078125, Time:64918.64334774017
Train: Epoch [90/100], Step [200/474], Loss: 2.1139, Accuray: 0.453125, Time:65036.392708063126
Train: Epoch [90/100], Step [300/474], Loss: 2.0196, Accuray: 0.4453125, Time:65153.50872206688
Train: Epoch [90/100], Step [400/474], Loss: 1.9257, Accuray: 0.5546875, Time:65270.405084848404
Test: Epoch [90/100], Loss: 1.5422, Accuray Top5: 84.469%, Time:65527.09473609924
Train: Epoch [91/100], Step [100/474], Loss: 2.0739, Accuray: 0.46875, Time:65642.91249632835
Train: Epoch [91/100], Step [200/474], Loss: 2.1518, Accuray: 0.4765625, Time:65758.75939536095
Train: Epoch [91/100], Step [300/474], Loss: 2.1157, Accuray: 0.46875, Time:65874.57527804375
Train: Epoch [91/100], Step [400/474], Loss: 2.0264, Accuray: 0.4296875, Time:65991.7126801014
Test: Epoch [91/100], Loss: 1.5410, Accuray Top5: 84.469%, Time:66247.33048582077
Train: Epoch [92/100], Step [100/474], Loss: 2.0971, Accuray: 0.5, Time:66362.83413243294
Train: Epoch [92/100], Step [200/474], Loss: 2.1166, Accuray: 0.5, Time:66478.5843846798
Train: Epoch [92/100], Step [300/474], Loss: 2.0527, Accuray: 0.5078125, Time:66594.59516978264
Train: Epoch [92/100], Step [400/474], Loss: 2.0024, Accuray: 0.453125, Time:66711.07969784737
Test: Epoch [92/100], Loss: 1.5451, Accuray Top5: 84.424%, Time:66967.21227312088
Train: Epoch [93/100], Step [100/474], Loss: 2.1659, Accuray: 0.4140625, Time:67083.83527827263
Train: Epoch [93/100], Step [200/474], Loss: 1.9222, Accuray: 0.53125, Time:67202.28112602234
Train: Epoch [93/100], Step [300/474], Loss: 1.8600, Accuray: 0.515625, Time:67317.03545689583
Train: Epoch [93/100], Step [400/474], Loss: 1.8615, Accuray: 0.546875, Time:67431.70088005066
Test: Epoch [93/100], Loss: 1.5530, Accuray Top5: 84.193%, Time:67683.91418457031
Train: Epoch [94/100], Step [100/474], Loss: 2.0152, Accuray: 0.4765625, Time:67798.11846804619
Train: Epoch [94/100], Step [200/474], Loss: 2.4537, Accuray: 0.3828125, Time:67912.06354808807
Train: Epoch [94/100], Step [300/474], Loss: 1.8891, Accuray: 0.4609375, Time:68026.04016208649
Train: Epoch [94/100], Step [400/474], Loss: 1.9794, Accuray: 0.484375, Time:68139.91571164131
Test: Epoch [94/100], Loss: 1.5621, Accuray Top5: 84.231%, Time:68388.39507675171
Train: Epoch [95/100], Step [100/474], Loss: 2.0512, Accuray: 0.484375, Time:68501.67758369446
Train: Epoch [95/100], Step [200/474], Loss: 2.0102, Accuray: 0.4921875, Time:68615.1642549038
Train: Epoch [95/100], Step [300/474], Loss: 2.0560, Accuray: 0.453125, Time:68728.1279911995
Train: Epoch [95/100], Step [400/474], Loss: 1.8442, Accuray: 0.5390625, Time:68841.44136476517
Test: Epoch [95/100], Loss: 1.5693, Accuray Top5: 84.053%, Time:69089.336769104
Train: Epoch [96/100], Step [100/474], Loss: 2.0699, Accuray: 0.421875, Time:69201.28339743614
Train: Epoch [96/100], Step [200/474], Loss: 1.9712, Accuray: 0.4921875, Time:69312.4863884449
Train: Epoch [96/100], Step [300/474], Loss: 1.8551, Accuray: 0.5625, Time:69423.48198342323
Train: Epoch [96/100], Step [400/474], Loss: 2.5842, Accuray: 0.421875, Time:69535.10225176811
Test: Epoch [96/100], Loss: 1.5352, Accuray Top5: 84.254%, Time:69778.99824476242
Train: Epoch [97/100], Step [100/474], Loss: 2.1460, Accuray: 0.4609375, Time:69890.30219364166
Train: Epoch [97/100], Step [200/474], Loss: 2.0327, Accuray: 0.5234375, Time:70001.19600462914
Train: Epoch [97/100], Step [300/474], Loss: 2.4997, Accuray: 0.390625, Time:70112.27918815613
Train: Epoch [97/100], Step [400/474], Loss: 1.6756, Accuray: 0.59375, Time:70223.07345032692
Test: Epoch [97/100], Loss: 1.5343, Accuray Top5: 84.614%, Time:70467.16943192482
Train: Epoch [98/100], Step [100/474], Loss: 2.0119, Accuray: 0.53125, Time:70578.2054605484
Train: Epoch [98/100], Step [200/474], Loss: 1.7770, Accuray: 0.578125, Time:70689.10548114777
Train: Epoch [98/100], Step [300/474], Loss: 2.0845, Accuray: 0.5546875, Time:70800.02456021309
Train: Epoch [98/100], Step [400/474], Loss: 1.9110, Accuray: 0.4453125, Time:70911.1596326828
Test: Epoch [98/100], Loss: 1.5658, Accuray Top5: 83.808%, Time:71155.3326690197
Train: Epoch [99/100], Step [100/474], Loss: 2.1110, Accuray: 0.484375, Time:71266.24795937538
Train: Epoch [99/100], Step [200/474], Loss: 1.8407, Accuray: 0.5546875, Time:71376.83968544006
Train: Epoch [99/100], Step [300/474], Loss: 1.9315, Accuray: 0.4921875, Time:71488.76046204567
Train: Epoch [99/100], Step [400/474], Loss: 2.3544, Accuray: 0.3984375, Time:71599.51326322556
Test: Epoch [99/100], Loss: 1.5518, Accuray Top5: 84.312%, Time:71843.6531715393
Train: Epoch [100/100], Step [100/474], Loss: 2.2327, Accuray: 0.453125, Time:71954.79863262177
Train: Epoch [100/100], Step [200/474], Loss: 2.1276, Accuray: 0.46875, Time:72065.77073431015
Train: Epoch [100/100], Step [300/474], Loss: 2.0737, Accuray: 0.53125, Time:72176.66974329948
Train: Epoch [100/100], Step [400/474], Loss: 1.7872, Accuray: 0.5703125, Time:72287.86125087738
Test: Epoch [100/100], Loss: 1.5535, Accuray Top5: 84.157%, Time:72531.56107902527